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  1. Jane Street1h 3m

    OCaml All The Way Down

    Andy Ray

    This presentation outlines a hardware design framework utilizing the OCaml-based HardCAML domain-specific language to generate FPGA logic for custom peripherals like LED drivers, SPI sensors, and CORDIC math cores. The implementation targets the MicroBlaze soft CPU architecture, executing OCaml bytecode via a ZINC interpreter while leveraging standard Xilinx place-and-route tools to manage complex FPGA resources such as LUTs and DSP blocks. Future roadmaps prioritize full native CPU development within HardCAML, expanded formal verification using the Z3 solver, and the open-sourcing of testing infrastructure to reduce reliance on vendor-provided software components.

  2. The Economist7 min

    Ireland: divided by abortion

    On May 25th, Irish voters will decide whether to repeal the Eighth Amendment, a 1983 constitutional provision that currently bans abortion except when the mother's life is at risk. Prime Minister Leo Varadkar and pro-choice advocates, citing the unsafe nature of current cross-border travel and shifting public sentiment, support legalization up to the twelfth week, while pro-life campaigners warn that removing the amendment permanently prevents future legislative control. With recent polls showing the electorate is nearly evenly split, this referendum represents a definitive test of Ireland's transition toward a secular society or its retention of traditional conservative values.

  3. Y Combinator42 min

    Mathematical Approaches to Image Processing with Carola Schönlieb

    Carola Schönlieb, Craig Cannon

    A researcher specializing in inverse imaging problems and partial differential equations is advancing techniques to reconstruct high-resolution medical, environmental, and historical data from severely limited measurements. By developing bi-level optimization strategies that integrate machine learning with interpretable, handcrafted mathematical models, this work addresses critical challenges in noise reduction and adversarial robustness for applications ranging from dynamic MRI imaging to the virtual restoration of illuminated manuscripts. The research successfully bridges theoretical stability guarantees with practical data-driven performance, enabling safer radiation exposure in CT scans and accurate 3D modeling of forest structures from airborne sensor data.

  4. Y Combinator28 min

    Kieran Snyder of Textio at the Seattle Female Founders Conference

    Kieran Snyder

    Founded in 2014 by linguists and Microsoft veterans Kieran Snyder and Jensen Harris, Textio has developed a machine-learning platform that analyzes 350 million job postings to predict engagement and reduce bias. The company recently pivoted its pricing to a flat-fee enterprise model and formed data partnerships with major clients like Amazon and Johnson & Johnson to accelerate revenue growth. With a workforce that is 50% female or non-binary, Textio aims to expand its "augmented writing" capabilities beyond HR to eventually challenge major office software providers in a planned IPO within seven years.

  5. Y Combinator29 min

    Avni Patel Thompson at the Seattle Female Founders Conference

    Avni Patel Thompson

    Seattle-based startup Poppy, founded by Avni Patel-Thompson, connects families with vetted caregivers to recreate a modern village safety net for childcare following the failure of her previous subscription box venture. After validating the concept through a low-cost pilot and recruiting a technical co-founder, the company secured Y Combinator acceptance and over $2 million in seed funding by pivoting from a membership model to a transaction fee structure. Now in a rapid growth phase with a team of ten, Poppy prioritizes mission-driven hiring and founder sustainability while aiming to help hundreds of other entrepreneurs reach validated market traction.

  6. Y Combinator1h 3m

    Helping Landlords Find Tenants – Sean Mitchell of Rezi

    Sean Mitchell, Craig Cannon

    Resi operates a full-risk leasing marketplace in New York and the Bay Area that transfers vacancy and tenant performance risks from landlords to itself while enabling apartment lease-ups in under ten minutes. The company funds these guaranteed upfront rent payments through a debt securitization model targeting mid-teens to 20% returns, preserving equity capital while utilizing automated underwriting to minimize discrimination. Early growth was driven by high-volume direct outreach to individual landlords, and the firm now leverages proprietary pricing algorithms to optimize unit rents ranging from $2,000 to $6,000 monthly.

  7. The Economist7 min

    Exploring and protecting the Antarctic

    Dr. Susan Lockhart, John Hosevar

    Dr. Susan Lockhart and co-pilot John Hosevar achieved the first human submersion in the Antarctic Weddell Sea, where their observations of fragile ecosystems like deep-sea sponges contradicted assumptions that the deep seabed was barren. Their data revealing the extreme vulnerability of these communities to industrial fishing underscores the urgent need to expand global ocean protection beyond the current 3.7%. This evidence is now poised for a critical Antarctic Commission vote in July 2018, where unanimous consensus from member states could establish the region as the world's largest no-fishing zone despite historical delays in such approvals.

  8. Y Combinator50 min

    Crypto Investors - Linda Xie and Avichal Garg

    Linda Xie, Avichal Garg, Craig Cannon, Avicil

    Industry experts Avicil and Linda project that blockchain adoption will initially prioritize decentralized exchanges and digital collectibles over complex distributed applications due to current scaling limitations. The discussion highlights a trajectory where underserved regions with inflationary currencies lead mainstream integration while technical development remains concentrated in traditional hubs like Silicon Valley and Berlin. To ensure long-term viability, the speakers advocate for mandatory default privacy, rigorous investor protection mechanisms, and a shift away from public token sales toward milestone-based venture funding structures.

  9. Goldman Sachs11 min

    Remarks by Michael Bloomberg

    Michael Bloomberg, John F.W. Rogers, Kevin McCarthy, Tyler Perry, Danny Meyer, Sarah Kauss, Wilbur L. Ross, Sara Blakely, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    Former New York City Mayor Mike Bloomberg chronicled the analog origins of his firm and argued that the American "ethic of trying again" remains the primary driver of economic resilience. He sharply criticized current U.S. immigration and regulatory policies for threatening the small business sector, which historically serves as the incubator for future large-scale corporations and employs millions of immigrant-owned enterprises. Bloomberg concluded with a direct call to action, urging entrepreneurs to aggressively lobby elected officials for open immigration and reduced red tape to ensure sustained economic growth.

  10. Goldman Sachs10 min

    Remarks by The Honorable Wilbur L. Ross

    Wilbur L. Ross, John F.W. Rogers, Kevin McCarthy, Tyler Perry, Danny Meyer, Sarah Kauss, Sara Blakely, Michael Bloomberg, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    The event highlights the pivotal role of small and medium-sized enterprises in generating 63% of new jobs while detailing policy shifts that reduced regulatory burdens and altered tax structures for flow-through entities. Federal initiatives have intensified trade enforcement by 80% and deployed foreign commercial teams in 73 domestic and international locations to overcome export participation barriers that currently limit less than 3% of American businesses. These efforts, validated by case studies like Kaddis Enterprises' 400% growth, emphasize leveraging e-commerce and active marketing to facilitate business succession and global expansion.

  11. Goldman Sachs1h 1m

    Danny Meyer: Shaking it Up: Stories of Success from a Disruptor

    Danny Meyer, Tim O'Neill, John F.W. Rogers, Kevin McCarthy, Tyler Perry, Sarah Kauss, Wilbur L. Ross, Sara Blakely, Michael Bloomberg, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    Danny Meyer launched Union Square Cafe in 1985 by applying an "enlightened hospitality" philosophy that prioritizes employee well-being over profit, a strategy that transformed a struggling neighborhood eatery into a cultural icon following a pivotal New York Times review. This approach evolved into the Union Square Hospitality Group, which expanded to include Shake Shack and over 100 locations globally by institutionalizing a culture where leaders act as "culture carriers" and growth is driven by a specific stakeholder hierarchy. Meyer's career demonstrates how maintaining core values while aggressively pruning non-performing assets allows an organization to scale without losing its soul or financial stability.

  12. Goldman Sachs36 min

    A Creative Empire: Tyler Perry's Life Lessons

    Tyler Perry, Harvey Schwartz, John F.W. Rogers, Kevin McCarthy, Danny Meyer, Sarah Kauss, Wilbur L. Ross, Sara Blakely, Michael Bloomberg, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    Tyler Perry leveraged a childhood desire to escape poverty to transition from a struggling playwright with only forty-five acquaintances to the founder of a 330-acre studio empire that rivals Universal and hosts major productions like *Black Panther*. Through seven years of personal reinvestment and the early cultivation of a two-million-person email list, he scaled his work to financial independence before constructing a workplace culture defined by optional prayer and deep respect for his 400 direct staff. Currently, Perry uses the revenue from his commercial "Madea" franchise to fund ambitious artistic visions while maintaining a leadership philosophy centered on faith and the belief that his success serves as a testament to limitless possibilities for future generations.

  13. Goldman Sachs15 min

    Rep. Kevin McCarthy: Standing Up for Small Businesses

    Kevin McCarthy, John F.W. Rogers, Tyler Perry, Danny Meyer, Sarah Kauss, Wilbur L. Ross, Sara Blakely, Michael Bloomberg, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    House Majority Leader Kevin McCarthy, a California Republican with deep roots in the state's energy and agricultural sectors, outlines his journey from early entrepreneurial ventures to crafting bipartisan legislation like the Jobs Act. He argues that small businesses are the nation's primary job creators and urges owners to build direct, sustained relationships with lawmakers to overcome capital and training hurdles. Drawing on historical symbolism from the Gettysburg Address and Washington Crossing the Delaware, McCarthy concludes by calling for cross-party collaboration to address long-term challenges and forge a more perfect union.

  14. Goldman Sachs49 min

    Rising Tide: How Small Businesses Boost Communities

    Senator Chris Coons, Senator Tim Scott, Mike Allen, John F.W. Rogers, Rep. Kevin McCarthy, Tyler Perry, Danny Meyer, Sarah Kauss, Wilbur L. Ross, Sara Blakely, Michael Bloomberg, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    Senator Chris Coons and Senator Tim Scott convened to discuss bipartisan legislative strategies addressing immigration reform, economic competitiveness against global rivals, and sentencing corrections. Drawing from their diverse backgrounds in small business and public service, the pair highlighted their "Investing in Opportunity Act" and a new coalition aimed at revitalizing distressed communities through tax incentives. Looking ahead, they emphasized a shift toward substantive policy negotiations on education and healthcare to improve congressional approval ratings while navigating a polarized political landscape.

  15. Goldman Sachs13 min

    John F.W. Rogers: Opening Session Remarks

    John F.W. Rogers, Kevin McCarthy, Tyler Perry, Danny Meyer, Sarah Kauss, Wilbur L. Ross, Sara Blakely, Michael Bloomberg, Gina Raimondo, Rick Snyder, Marco Rubio, Lloyd Blankfein, Richard Branson, Warren Buffett

    Goldman Sachs is convening 10,000 Small Business Program alumni, including 2,200 current participants, to address critical operational hurdles such as hiring and financing while leveraging the sector's role in employing 60 million Americans. The summit features a strategic "Hill Day" that mobilizes this diverse network to meet with elected officials across all 50 states and nearly all congressional districts to advocate for legislative relief. By uniting these resource-constrained firms, the event aims to bridge the gap between current business expectations and future capabilities through actionable insights and direct policy engagement.